Build your first Kalshi bot. Start with market data.
A practical Python guide to reading public Kalshi markets without API keys, orders, or a funded account.
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Practical market-data projects, paper trading, API troubleshooting, and evaluating community code.
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A practical Python guide to reading public Kalshi markets without API keys, orders, or a funded account.
How to evaluate a prediction market repository: source identity, permissions, key handling, demo behavior, fill assumptions, and unsupported profit claims.
Build a useful test plan for a prediction market bot: logged decisions, realistic fill assumptions, fees, and a clear separation from live trading.
A read-only starting point for Polymarket's international market-discovery API, with pagination, product boundaries, and data-quality checks.